Overview
Brought to you by YData
Dataset statistics
| Number of variables | 40 |
|---|---|
| Number of observations | 7043 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.0 MiB |
| Average record size in memory | 738.1 B |
Variable types
| Categorical | 8 |
|---|---|
| Boolean | 16 |
| Numeric | 15 |
| Text | 1 |
Age is highly overall correlated with Senior_Citizen and 1 other fields | High correlation |
Avg_Monthly_GB_Download is highly overall correlated with Internet_Service and 2 other fields | High correlation |
Avg_Monthly_Long_Distance_Charges is highly overall correlated with Phone_Service and 1 other fields | High correlation |
Churn_Category is highly overall correlated with Churn_Label and 1 other fields | High correlation |
Churn_Label is highly overall correlated with Churn_Category and 3 other fields | High correlation |
Churn_Reason is highly overall correlated with Churn_Category and 1 other fields | High correlation |
Churn_Score is highly overall correlated with Churn_Label | High correlation |
Device_Protection_Plan is highly overall correlated with Monthly_Charge and 1 other fields | High correlation |
Internet_Service is highly overall correlated with Avg_Monthly_GB_Download and 2 other fields | High correlation |
Internet_Type is highly overall correlated with Monthly_Charge | High correlation |
Married is highly overall correlated with Number_of_Referrals | High correlation |
Monthly_Charge is highly overall correlated with Device_Protection_Plan and 10 other fields | High correlation |
Multiple_Lines is highly overall correlated with Monthly_Charge | High correlation |
Number_of_Referrals is highly overall correlated with Married | High correlation |
Offer is highly overall correlated with Tenure_in_Months | High correlation |
Online_Backup is highly overall correlated with Total_Charges | High correlation |
Phone_Service is highly overall correlated with Avg_Monthly_Long_Distance_Charges and 1 other fields | High correlation |
Satisfaction_Score is highly overall correlated with Churn_Label | High correlation |
Senior_Citizen is highly overall correlated with Age | High correlation |
Streaming_Movies is highly overall correlated with Monthly_Charge and 3 other fields | High correlation |
Streaming_Music is highly overall correlated with Monthly_Charge and 1 other fields | High correlation |
Streaming_TV is highly overall correlated with Monthly_Charge and 2 other fields | High correlation |
Tenure_in_Months is highly overall correlated with Offer and 3 other fields | High correlation |
Total_Charges is highly overall correlated with Device_Protection_Plan and 7 other fields | High correlation |
Total_Long_Distance_Charges is highly overall correlated with Avg_Monthly_Long_Distance_Charges and 3 other fields | High correlation |
Total_Revenue is highly overall correlated with Monthly_Charge and 3 other fields | High correlation |
Under_30 is highly overall correlated with Age and 1 other fields | High correlation |
Unlimited_Data is highly overall correlated with Avg_Monthly_GB_Download and 2 other fields | High correlation |
Churn_Reason is highly imbalanced (58.0%) | Imbalance |
Phone_Service is highly imbalanced (54.1%) | Imbalance |
Number_of_Referrals has 3821 (54.3%) zeros | Zeros |
Avg_Monthly_Long_Distance_Charges has 682 (9.7%) zeros | Zeros |
Avg_Monthly_GB_Download has 1526 (21.7%) zeros | Zeros |
Total_Refunds has 6518 (92.5%) zeros | Zeros |
Total_Extra_Data_Charges has 6315 (89.7%) zeros | Zeros |
Total_Long_Distance_Charges has 682 (9.7%) zeros | Zeros |
Number_of_Dependents has 5416 (76.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-18 19:36:29.729800 |
|---|---|
| Analysis finished | 2024-10-18 19:37:08.759715 |
| Duration | 39.03 seconds |
| Software version | ydata-profiling vv4.11.0 |
| Download configuration | config.json |
Variables
Satisfaction_Score
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 399.0 KiB |
| 3 | |
|---|---|
| 4 | |
| 5 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 5 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2665 | |
| 4 | 1789 | |
| 5 | 1149 | |
| 1 | 922 | 13.1% |
| 2 | 518 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2665 | |
| 4 | 1789 | |
| 5 | 1149 | |
| 1 | 922 | 13.1% |
| 2 | 518 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2665 | |
| 4 | 1789 | |
| 5 | 1149 | |
| 1 | 922 | 13.1% |
| 2 | 518 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2665 | |
| 4 | 1789 | |
| 5 | 1149 | |
| 1 | 922 | 13.1% |
| 2 | 518 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2665 | |
| 4 | 1789 | |
| 5 | 1149 | |
| 1 | 922 | 13.1% |
| 2 | 518 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2665 | |
| 4 | 1789 | |
| 5 | 1149 | |
| 1 | 922 | 13.1% |
| 2 | 518 | 7.4% |
Churn_Label
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5174 | |
| True | 1869 | 26.5% |
Churn_Score
Real number (ℝ)
High correlation
| Distinct | 81 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.50504 |
| Minimum | 5 |
|---|---|
| Maximum | 96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 40 |
| median | 61 |
| Q3 | 75.5 |
| 95-th percentile | 91 |
| Maximum | 96 |
| Range | 91 |
| Interquartile range (IQR) | 35.5 |
Descriptive statistics
| Standard deviation | 21.170031 |
|---|---|
| Coefficient of variation (CV) | 0.36184969 |
| Kurtosis | -1.08529 |
| Mean | 58.50504 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.15685222 |
| Sum | 412051 |
| Variance | 448.1702 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 91 | 202 | 2.9% |
| 80 | 150 | 2.1% |
| 71 | 148 | 2.1% |
| 77 | 145 | 2.1% |
| 67 | 142 | 2.0% |
| 68 | 140 | 2.0% |
| 76 | 140 | 2.0% |
| 90 | 139 | 2.0% |
| 70 | 138 | 2.0% |
| 69 | 138 | 2.0% |
| Other values (71) | 5561 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 3 | < 0.1% |
| 20 | 83 | |
| 21 | 84 | |
| 22 | 82 | |
| 23 | 78 | |
| 24 | 86 | |
| 25 | 85 |
| Value | Count | Frequency (%) |
| 96 | 49 | 0.7% |
| 95 | 46 | 0.7% |
| 94 | 46 | 0.7% |
| 93 | 50 | 0.7% |
| 92 | 51 | 0.7% |
| 91 | 202 | |
| 90 | 139 | |
| 89 | 60 | 0.9% |
| 88 | 33 | 0.5% |
| 87 | 65 | 0.9% |
CLTV
Real number (ℝ)
| Distinct | 3438 |
|---|---|
| Distinct (%) | 48.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4400.2958 |
| Minimum | 2003 |
|---|---|
| Maximum | 6500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 2003 |
|---|---|
| 5-th percentile | 2296 |
| Q1 | 3469 |
| median | 4527 |
| Q3 | 5380.5 |
| 95-th percentile | 6087 |
| Maximum | 6500 |
| Range | 4497 |
| Interquartile range (IQR) | 1911.5 |
Descriptive statistics
| Standard deviation | 1183.0572 |
|---|---|
| Coefficient of variation (CV) | 0.26885855 |
| Kurtosis | -0.93403248 |
| Mean | 4400.2958 |
| Median Absolute Deviation (MAD) | 922 |
| Skewness | -0.3116021 |
| Sum | 30991283 |
| Variance | 1399624.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5546 | 8 | 0.1% |
| 4741 | 7 | 0.1% |
| 4745 | 7 | 0.1% |
| 4369 | 7 | 0.1% |
| 4115 | 7 | 0.1% |
| 5915 | 7 | 0.1% |
| 5527 | 7 | 0.1% |
| 5461 | 7 | 0.1% |
| 5137 | 7 | 0.1% |
| 5092 | 7 | 0.1% |
| Other values (3428) | 6972 |
| Value | Count | Frequency (%) |
| 2003 | 3 | |
| 2004 | 3 | |
| 2006 | 1 | < 0.1% |
| 2007 | 4 | |
| 2008 | 1 | < 0.1% |
| 2009 | 2 | |
| 2010 | 3 | |
| 2011 | 2 | |
| 2013 | 2 | |
| 2014 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6500 | 1 | < 0.1% |
| 6499 | 2 | |
| 6495 | 1 | < 0.1% |
| 6494 | 2 | |
| 6492 | 3 | |
| 6491 | 1 | < 0.1% |
| 6490 | 1 | < 0.1% |
| 6489 | 1 | < 0.1% |
| 6488 | 1 | < 0.1% |
| 6487 | 2 |
Churn_Category
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 464.9 KiB |
| Not Churned | |
|---|---|
| Competitor | |
| Attitude | 314 |
| Dissatisfaction | 303 |
| Price | 211 |
Length
| Max length | 15 |
|---|---|
| Median length | 11 |
| Mean length | 10.568792 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Churned |
|---|---|
| 2nd row | Not Churned |
| 3rd row | Competitor |
| 4th row | Dissatisfaction |
| 5th row | Dissatisfaction |
Common Values
| Value | Count | Frequency (%) |
| Not Churned | 5174 | |
| Competitor | 841 | 11.9% |
| Attitude | 314 | 4.5% |
| Dissatisfaction | 303 | 4.3% |
| Price | 211 | 3.0% |
| Other | 200 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| not | 5174 | |
| churned | 5174 | |
| competitor | 841 | 6.9% |
| attitude | 314 | 2.6% |
| dissatisfaction | 303 | 2.5% |
| price | 211 | 1.7% |
| other | 200 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 8604 | |
| o | 7159 | |
| e | 6740 | |
| r | 6426 | |
| C | 6015 | |
| u | 5488 | |
| d | 5488 | |
| n | 5477 | |
| h | 5374 | |
| N | 5174 | |
| Other values (12) | 12491 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 74436 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 8604 | |
| o | 7159 | |
| e | 6740 | |
| r | 6426 | |
| C | 6015 | |
| u | 5488 | |
| d | 5488 | |
| n | 5477 | |
| h | 5374 | |
| N | 5174 | |
| Other values (12) | 12491 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 74436 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 8604 | |
| o | 7159 | |
| e | 6740 | |
| r | 6426 | |
| C | 6015 | |
| u | 5488 | |
| d | 5488 | |
| n | 5477 | |
| h | 5374 | |
| N | 5174 | |
| Other values (12) | 12491 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 74436 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 8604 | |
| o | 7159 | |
| e | 6740 | |
| r | 6426 | |
| C | 6015 | |
| u | 5488 | |
| d | 5488 | |
| n | 5477 | |
| h | 5374 | |
| N | 5174 | |
| Other values (12) | 12491 |
Churn_Reason
Categorical
High correlation Imbalance
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 493.8 KiB |
| Not Churned | |
|---|---|
| Competitor had better devices | 313 |
| Competitor made better offer | 311 |
| Attitude of support person | 220 |
| Don't know | 130 |
| Other values (16) |
Length
| Max length | 41 |
|---|---|
| Median length | 11 |
| Mean length | 14.783331 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Churned |
|---|---|
| 2nd row | Not Churned |
| 3rd row | Competitor had better devices |
| 4th row | Product dissatisfaction |
| 5th row | Network reliability |
Common Values
| Value | Count | Frequency (%) |
| Not Churned | 5174 | |
| Competitor had better devices | 313 | 4.4% |
| Competitor made better offer | 311 | 4.4% |
| Attitude of support person | 220 | 3.1% |
| Don't know | 130 | 1.8% |
| Competitor offered more data | 117 | 1.7% |
| Competitor offered higher download speeds | 100 | 1.4% |
| Attitude of service provider | 94 | 1.3% |
| Price too high | 78 | 1.1% |
| Product dissatisfaction | 77 | 1.1% |
| Other values (11) | 429 | 6.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| not | 5174 | |
| churned | 5174 | |
| competitor | 841 | 4.9% |
| better | 624 | 3.7% |
| of | 453 | 2.7% |
| attitude | 314 | 1.8% |
| had | 313 | 1.8% |
| devices | 313 | 1.8% |
| made | 311 | 1.8% |
| offer | 311 | 1.8% |
| Other values (39) | 3177 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11312 | |
| t | 10386 | |
| 9962 | ||
| o | 9824 | |
| r | 8872 | |
| d | 7712 | 7.4% |
| n | 6192 | 5.9% |
| C | 6015 | 5.8% |
| h | 5958 | 5.7% |
| u | 5858 | 5.6% |
| Other values (27) | 22028 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 104119 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 11312 | |
| t | 10386 | |
| 9962 | ||
| o | 9824 | |
| r | 8872 | |
| d | 7712 | 7.4% |
| n | 6192 | 5.9% |
| C | 6015 | 5.8% |
| h | 5958 | 5.7% |
| u | 5858 | 5.6% |
| Other values (27) | 22028 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 104119 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 11312 | |
| t | 10386 | |
| 9962 | ||
| o | 9824 | |
| r | 8872 | |
| d | 7712 | 7.4% |
| n | 6192 | 5.9% |
| C | 6015 | 5.8% |
| h | 5958 | 5.7% |
| u | 5858 | 5.6% |
| Other values (27) | 22028 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 104119 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 11312 | |
| t | 10386 | |
| 9962 | ||
| o | 9824 | |
| r | 8872 | |
| d | 7712 | 7.4% |
| n | 6192 | 5.9% |
| C | 6015 | 5.8% |
| h | 5958 | 5.7% |
| u | 5858 | 5.6% |
| Other values (27) | 22028 |
Number_of_Referrals
Real number (ℝ)
High correlation Zeros
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9518671 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 3821 |
| Zeros (%) | 54.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.0011993 |
|---|---|
| Coefficient of variation (CV) | 1.5376043 |
| Kurtosis | 0.72196393 |
| Mean | 1.9518671 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4460596 |
| Sum | 13747 |
| Variance | 9.0071972 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 3821 | |
| 1 | 1086 | 15.4% |
| 5 | 264 | 3.7% |
| 3 | 255 | 3.6% |
| 7 | 248 | 3.5% |
| 9 | 238 | 3.4% |
| 2 | 236 | 3.4% |
| 4 | 236 | 3.4% |
| 10 | 223 | 3.2% |
| 6 | 221 | 3.1% |
| Other values (2) | 215 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 3821 | |
| 1 | 1086 | 15.4% |
| 2 | 236 | 3.4% |
| 3 | 255 | 3.6% |
| 4 | 236 | 3.4% |
| 5 | 264 | 3.7% |
| 6 | 221 | 3.1% |
| 7 | 248 | 3.5% |
| 8 | 213 | 3.0% |
| 9 | 238 | 3.4% |
| Value | Count | Frequency (%) |
| 11 | 2 | < 0.1% |
| 10 | 223 | |
| 9 | 238 | |
| 8 | 213 | |
| 7 | 248 | |
| 6 | 221 | |
| 5 | 264 | |
| 4 | 236 | |
| 3 | 255 | |
| 2 | 236 |
Tenure_in_Months
Real number (ℝ)
High correlation
| Distinct | 72 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.386767 |
| Minimum | 1 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 29 |
| Q3 | 55 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 71 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 24.542061 |
|---|---|
| Coefficient of variation (CV) | 0.75778052 |
| Kurtosis | -1.3870524 |
| Mean | 32.386767 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.24054261 |
| Sum | 228100 |
| Variance | 602.31276 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 613 | 8.7% |
| 72 | 362 | 5.1% |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 71 | 170 | 2.4% |
| 5 | 133 | 1.9% |
| 7 | 131 | 1.9% |
| 10 | 127 | 1.8% |
| 8 | 123 | 1.7% |
| Other values (62) | 4770 |
| Value | Count | Frequency (%) |
| 1 | 613 | |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 5 | 133 | 1.9% |
| 6 | 110 | 1.6% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 9 | 119 | 1.7% |
| 10 | 127 | 1.8% |
| Value | Count | Frequency (%) |
| 72 | 362 | |
| 71 | 170 | |
| 70 | 119 | 1.7% |
| 69 | 95 | 1.3% |
| 68 | 100 | 1.4% |
| 67 | 98 | 1.4% |
| 66 | 89 | 1.3% |
| 65 | 76 | 1.1% |
| 64 | 80 | 1.1% |
| 63 | 72 | 1.0% |
Offer
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 444.1 KiB |
| No Offer | |
|---|---|
| Offer B | |
| Offer E | |
| Offer D | |
| Offer A |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.5504756 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No Offer |
|---|---|
| 2nd row | No Offer |
| 3rd row | Offer E |
| 4th row | Offer D |
| 5th row | No Offer |
Common Values
| Value | Count | Frequency (%) |
| No Offer | 3877 | |
| Offer B | 824 | 11.7% |
| Offer E | 805 | 11.4% |
| Offer D | 602 | 8.5% |
| Offer A | 520 | 7.4% |
| Offer C | 415 | 5.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| offer | 7043 | |
| no | 3877 | |
| b | 824 | 5.8% |
| e | 805 | 5.7% |
| d | 602 | 4.3% |
| a | 520 | 3.7% |
| c | 415 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 14086 | |
| 7043 | ||
| O | 7043 | |
| e | 7043 | |
| r | 7043 | |
| N | 3877 | 7.3% |
| o | 3877 | 7.3% |
| B | 824 | 1.5% |
| E | 805 | 1.5% |
| D | 602 | 1.1% |
| Other values (2) | 935 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 53178 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| f | 14086 | |
| 7043 | ||
| O | 7043 | |
| e | 7043 | |
| r | 7043 | |
| N | 3877 | 7.3% |
| o | 3877 | 7.3% |
| B | 824 | 1.5% |
| E | 805 | 1.5% |
| D | 602 | 1.1% |
| Other values (2) | 935 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 53178 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| f | 14086 | |
| 7043 | ||
| O | 7043 | |
| e | 7043 | |
| r | 7043 | |
| N | 3877 | 7.3% |
| o | 3877 | 7.3% |
| B | 824 | 1.5% |
| E | 805 | 1.5% |
| D | 602 | 1.1% |
| Other values (2) | 935 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 53178 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| f | 14086 | |
| 7043 | ||
| O | 7043 | |
| e | 7043 | |
| r | 7043 | |
| N | 3877 | 7.3% |
| o | 3877 | 7.3% |
| B | 824 | 1.5% |
| E | 805 | 1.5% |
| D | 602 | 1.1% |
| Other values (2) | 935 | 1.8% |
Phone_Service
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 6361 | |
| False | 682 | 9.7% |
Avg_Monthly_Long_Distance_Charges
Real number (ℝ)
High correlation Zeros
| Distinct | 3584 |
|---|---|
| Distinct (%) | 50.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.958954 |
| Minimum | 0 |
|---|---|
| Maximum | 49.99 |
| Zeros | 682 |
| Zeros (%) | 9.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9.21 |
| median | 22.89 |
| Q3 | 36.395 |
| 95-th percentile | 47.34 |
| Maximum | 49.99 |
| Range | 49.99 |
| Interquartile range (IQR) | 27.185 |
Descriptive statistics
| Standard deviation | 15.448113 |
|---|---|
| Coefficient of variation (CV) | 0.6728579 |
| Kurtosis | -1.2546544 |
| Mean | 22.958954 |
| Median Absolute Deviation (MAD) | 13.6 |
| Skewness | 0.049175899 |
| Sum | 161699.91 |
| Variance | 238.64421 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 682 | 9.7% |
| 18.26 | 7 | 0.1% |
| 30.07 | 6 | 0.1% |
| 45.92 | 6 | 0.1% |
| 30.09 | 6 | 0.1% |
| 42.55 | 6 | 0.1% |
| 49.51 | 6 | 0.1% |
| 22.56 | 6 | 0.1% |
| 22.83 | 6 | 0.1% |
| 41.93 | 6 | 0.1% |
| Other values (3574) | 6306 |
| Value | Count | Frequency (%) |
| 0 | 682 | |
| 1.01 | 1 | < 0.1% |
| 1.02 | 3 | < 0.1% |
| 1.03 | 1 | < 0.1% |
| 1.05 | 1 | < 0.1% |
| 1.06 | 1 | < 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.08 | 2 | < 0.1% |
| 1.09 | 2 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49.99 | 1 | < 0.1% |
| 49.98 | 3 | |
| 49.96 | 2 | |
| 49.95 | 2 | |
| 49.94 | 1 | < 0.1% |
| 49.92 | 1 | < 0.1% |
| 49.91 | 3 | |
| 49.9 | 3 | |
| 49.88 | 1 | < 0.1% |
| 49.87 | 1 | < 0.1% |
Multiple_Lines
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4072 | |
| True | 2971 |
Internet_Service
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 5517 | |
| False | 1526 | 21.7% |
Internet_Type
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 450.1 KiB |
| Fiber Optic | |
|---|---|
| DSL | |
| Cable |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 8.4164419 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cable |
|---|---|
| 2nd row | Cable |
| 3rd row | Fiber Optic |
| 4th row | Fiber Optic |
| 5th row | Fiber Optic |
Common Values
| Value | Count | Frequency (%) |
| Fiber Optic | 4561 | |
| DSL | 1652 | 23.5% |
| Cable | 830 | 11.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fiber | 4561 | |
| optic | 4561 | |
| dsl | 1652 | 14.2% |
| cable | 830 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 9122 | |
| b | 5391 | |
| e | 5391 | |
| F | 4561 | |
| r | 4561 | |
| 4561 | ||
| O | 4561 | |
| p | 4561 | |
| t | 4561 | |
| c | 4561 | |
| Other values (6) | 7446 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 59277 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 9122 | |
| b | 5391 | |
| e | 5391 | |
| F | 4561 | |
| r | 4561 | |
| 4561 | ||
| O | 4561 | |
| p | 4561 | |
| t | 4561 | |
| c | 4561 | |
| Other values (6) | 7446 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 59277 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 9122 | |
| b | 5391 | |
| e | 5391 | |
| F | 4561 | |
| r | 4561 | |
| 4561 | ||
| O | 4561 | |
| p | 4561 | |
| t | 4561 | |
| c | 4561 | |
| Other values (6) | 7446 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 59277 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 9122 | |
| b | 5391 | |
| e | 5391 | |
| F | 4561 | |
| r | 4561 | |
| 4561 | ||
| O | 4561 | |
| p | 4561 | |
| t | 4561 | |
| c | 4561 | |
| Other values (6) | 7446 |
Avg_Monthly_GB_Download
Real number (ℝ)
High correlation Zeros
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.515405 |
| Minimum | 0 |
|---|---|
| Maximum | 85 |
| Zeros | 1526 |
| Zeros (%) | 21.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 17 |
| Q3 | 27 |
| 95-th percentile | 69 |
| Maximum | 85 |
| Range | 85 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 20.41894 |
|---|---|
| Coefficient of variation (CV) | 0.99529792 |
| Kurtosis | 0.88150231 |
| Mean | 20.515405 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.2165839 |
| Sum | 144490 |
| Variance | 416.93313 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1526 | 21.7% |
| 19 | 220 | 3.1% |
| 27 | 199 | 2.8% |
| 30 | 193 | 2.7% |
| 59 | 192 | 2.7% |
| 26 | 191 | 2.7% |
| 23 | 179 | 2.5% |
| 22 | 172 | 2.4% |
| 21 | 171 | 2.4% |
| 18 | 164 | 2.3% |
| Other values (40) | 3836 |
| Value | Count | Frequency (%) |
| 0 | 1526 | |
| 2 | 116 | 1.6% |
| 3 | 130 | 1.8% |
| 4 | 129 | 1.8% |
| 5 | 114 | 1.6% |
| 6 | 114 | 1.6% |
| 7 | 116 | 1.6% |
| 8 | 120 | 1.7% |
| 9 | 116 | 1.6% |
| 10 | 132 | 1.9% |
| Value | Count | Frequency (%) |
| 85 | 48 | 0.7% |
| 82 | 43 | 0.6% |
| 76 | 58 | 0.8% |
| 75 | 15 | 0.2% |
| 73 | 81 | |
| 71 | 42 | 0.6% |
| 69 | 75 | 1.1% |
| 59 | 192 | |
| 58 | 45 | 0.6% |
| 57 | 34 | 0.5% |
Online_Security
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5024 | |
| True | 2019 |
Online_Backup
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4614 | |
| True | 2429 |
Device_Protection_Plan
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4621 | |
| True | 2422 |
Premium_Tech_Support
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4999 | |
| True | 2044 |
Streaming_TV
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4336 | |
| True | 2707 |
Streaming_Movies
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4311 | |
| True | 2732 |
Streaming_Music
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4555 | |
| True | 2488 |
Unlimited_Data
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4745 | |
| False | 2298 |
Contract
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 468.3 KiB |
| Month-to-Month | |
|---|---|
| Two Year | |
| One Year |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.075394 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | One Year |
|---|---|
| 2nd row | Month-to-Month |
| 3rd row | Month-to-Month |
| 4th row | Month-to-Month |
| 5th row | Month-to-Month |
Common Values
| Value | Count | Frequency (%) |
| Month-to-Month | 3610 | |
| Two Year | 1883 | |
| One Year | 1550 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| month-to-month | 3610 | |
| year | 3433 | |
| two | 1883 | |
| one | 1550 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 78004 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 78004 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 78004 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Paperless_Billing
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4171 | |
| False | 2872 |
Payment_Method
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 483.5 KiB |
| Bank Withdrawal | |
|---|---|
| Credit Card | |
| Mailed Check | 385 |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 13.274741 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Credit Card |
|---|---|
| 2nd row | Credit Card |
| 3rd row | Bank Withdrawal |
| 4th row | Bank Withdrawal |
| 5th row | Credit Card |
Common Values
| Value | Count | Frequency (%) |
| Bank Withdrawal | 3909 | |
| Credit Card | 2749 | |
| Mailed Check | 385 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| bank | 3909 | |
| withdrawal | 3909 | |
| credit | 2749 | |
| card | 2749 | |
| mailed | 385 | 2.7% |
| check | 385 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 93494 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 93494 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 93494 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Monthly_Charge
Real number (ℝ)
High correlation
| Distinct | 1585 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.761692 |
| Minimum | 18.25 |
|---|---|
| Maximum | 118.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 18.25 |
|---|---|
| 5-th percentile | 19.65 |
| Q1 | 35.5 |
| median | 70.35 |
| Q3 | 89.85 |
| 95-th percentile | 107.4 |
| Maximum | 118.75 |
| Range | 100.5 |
| Interquartile range (IQR) | 54.35 |
Descriptive statistics
| Standard deviation | 30.090047 |
|---|---|
| Coefficient of variation (CV) | 0.46462725 |
| Kurtosis | -1.2572597 |
| Mean | 64.761692 |
| Median Absolute Deviation (MAD) | 24.05 |
| Skewness | -0.22052443 |
| Sum | 456116.6 |
| Variance | 905.41093 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.05 | 61 | 0.9% |
| 19.85 | 45 | 0.6% |
| 19.95 | 44 | 0.6% |
| 19.9 | 44 | 0.6% |
| 20 | 43 | 0.6% |
| 19.65 | 43 | 0.6% |
| 19.7 | 43 | 0.6% |
| 19.55 | 40 | 0.6% |
| 20.15 | 40 | 0.6% |
| 20.25 | 39 | 0.6% |
| Other values (1575) | 6601 |
| Value | Count | Frequency (%) |
| 18.25 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.55 | 1 | < 0.1% |
| 18.7 | 2 | < 0.1% |
| 18.75 | 1 | < 0.1% |
| 18.8 | 7 | |
| 18.85 | 5 | |
| 18.9 | 2 | < 0.1% |
| 18.95 | 6 | |
| 19 | 7 |
| Value | Count | Frequency (%) |
| 118.75 | 1 | |
| 118.65 | 1 | |
| 118.6 | 2 | |
| 118.35 | 1 | |
| 118.2 | 1 | |
| 117.8 | 1 | |
| 117.6 | 1 | |
| 117.5 | 1 | |
| 117.45 | 1 | |
| 117.35 | 1 |
Total_Charges
Real number (ℝ)
High correlation
| Distinct | 6540 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2280.3813 |
| Minimum | 18.8 |
|---|---|
| Maximum | 8684.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 18.8 |
|---|---|
| 5-th percentile | 49.65 |
| Q1 | 400.15 |
| median | 1394.55 |
| Q3 | 3786.6 |
| 95-th percentile | 6921.025 |
| Maximum | 8684.8 |
| Range | 8666 |
| Interquartile range (IQR) | 3386.45 |
Descriptive statistics
| Standard deviation | 2266.2205 |
|---|---|
| Coefficient of variation (CV) | 0.99379016 |
| Kurtosis | -0.22769266 |
| Mean | 2280.3813 |
| Median Absolute Deviation (MAD) | 1219.75 |
| Skewness | 0.96379109 |
| Sum | 16060725 |
| Variance | 5135755.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.2 | 11 | 0.2% |
| 19.75 | 9 | 0.1% |
| 19.9 | 8 | 0.1% |
| 20.05 | 8 | 0.1% |
| 19.65 | 8 | 0.1% |
| 19.55 | 7 | 0.1% |
| 45.3 | 7 | 0.1% |
| 20.15 | 6 | 0.1% |
| 19.45 | 6 | 0.1% |
| 20.25 | 6 | 0.1% |
| Other values (6530) | 6967 |
| Value | Count | Frequency (%) |
| 18.8 | 1 | < 0.1% |
| 18.85 | 2 | |
| 18.9 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 19.05 | 1 | < 0.1% |
| 19.1 | 3 | |
| 19.15 | 1 | < 0.1% |
| 19.2 | 4 | |
| 19.25 | 3 | |
| 19.3 | 4 |
| Value | Count | Frequency (%) |
| 8684.8 | 1 | |
| 8672.45 | 1 | |
| 8670.1 | 1 | |
| 8594.4 | 1 | |
| 8564.75 | 1 | |
| 8547.15 | 1 | |
| 8543.25 | 1 | |
| 8529.5 | 1 | |
| 8496.7 | 1 | |
| 8477.7 | 1 |
Total_Refunds
Real number (ℝ)
Zeros
| Distinct | 500 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9621823 |
| Minimum | 0 |
|---|---|
| Maximum | 49.79 |
| Zeros | 6518 |
| Zeros (%) | 92.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 18.149 |
| Maximum | 49.79 |
| Range | 49.79 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.9026144 |
|---|---|
| Coefficient of variation (CV) | 4.0274618 |
| Kurtosis | 18.350658 |
| Mean | 1.9621823 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3285167 |
| Sum | 13819.65 |
| Variance | 62.451314 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6518 | |
| 16.56 | 2 | < 0.1% |
| 8.74 | 2 | < 0.1% |
| 1.31 | 2 | < 0.1% |
| 41.74 | 2 | < 0.1% |
| 25.67 | 2 | < 0.1% |
| 29.76 | 2 | < 0.1% |
| 18.55 | 2 | < 0.1% |
| 15.41 | 2 | < 0.1% |
| 27.6 | 2 | < 0.1% |
| Other values (490) | 507 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 6518 | |
| 1.01 | 1 | < 0.1% |
| 1.09 | 1 | < 0.1% |
| 1.27 | 1 | < 0.1% |
| 1.31 | 2 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.65 | 1 | < 0.1% |
| 1.66 | 1 | < 0.1% |
| 1.69 | 1 | < 0.1% |
| 1.83 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49.79 | 1 | |
| 49.76 | 1 | |
| 49.57 | 2 | |
| 49.53 | 1 | |
| 49.51 | 1 | |
| 49.38 | 1 | |
| 49.37 | 1 | |
| 49.24 | 1 | |
| 49.23 | 1 | |
| 49.22 | 1 |
Total_Extra_Data_Charges
Real number (ℝ)
Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8607128 |
| Minimum | 0 |
|---|---|
| Maximum | 150 |
| Zeros | 6315 |
| Zeros (%) | 89.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 60 |
| Maximum | 150 |
| Range | 150 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 25.104978 |
|---|---|
| Coefficient of variation (CV) | 3.6592376 |
| Kurtosis | 16.458874 |
| Mean | 6.8607128 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.0912092 |
| Sum | 48320 |
| Variance | 630.25992 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 6315 | |
| 10 | 138 | 2.0% |
| 40 | 62 | 0.9% |
| 30 | 58 | 0.8% |
| 20 | 51 | 0.7% |
| 80 | 47 | 0.7% |
| 100 | 44 | 0.6% |
| 50 | 43 | 0.6% |
| 150 | 42 | 0.6% |
| 130 | 40 | 0.6% |
| Other values (6) | 203 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 6315 | |
| 10 | 138 | 2.0% |
| 20 | 51 | 0.7% |
| 30 | 58 | 0.8% |
| 40 | 62 | 0.9% |
| 50 | 43 | 0.6% |
| 60 | 36 | 0.5% |
| 70 | 34 | 0.5% |
| 80 | 47 | 0.7% |
| 90 | 35 | 0.5% |
| Value | Count | Frequency (%) |
| 150 | 42 | |
| 140 | 38 | |
| 130 | 40 | |
| 120 | 28 | |
| 110 | 32 | |
| 100 | 44 | |
| 90 | 35 | |
| 80 | 47 | |
| 70 | 34 | |
| 60 | 36 |
Total_Long_Distance_Charges
Real number (ℝ)
High correlation Zeros
| Distinct | 6068 |
|---|---|
| Distinct (%) | 86.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 749.09926 |
| Minimum | 0 |
|---|---|
| Maximum | 3564.72 |
| Zeros | 682 |
| Zeros (%) | 9.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 70.545 |
| median | 401.44 |
| Q3 | 1191.1 |
| 95-th percentile | 2577.877 |
| Maximum | 3564.72 |
| Range | 3564.72 |
| Interquartile range (IQR) | 1120.555 |
Descriptive statistics
| Standard deviation | 846.66005 |
|---|---|
| Coefficient of variation (CV) | 1.1302375 |
| Kurtosis | 0.64409208 |
| Mean | 749.09926 |
| Median Absolute Deviation (MAD) | 382.12 |
| Skewness | 1.238282 |
| Sum | 5275906.1 |
| Variance | 716833.25 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 682 | 9.7% |
| 15.6 | 4 | 0.1% |
| 48.96 | 4 | 0.1% |
| 22.86 | 4 | 0.1% |
| 597.6 | 3 | < 0.1% |
| 2077.92 | 3 | < 0.1% |
| 198 | 3 | < 0.1% |
| 15.28 | 3 | < 0.1% |
| 808.08 | 3 | < 0.1% |
| 41.1 | 3 | < 0.1% |
| Other values (6058) | 6331 |
| Value | Count | Frequency (%) |
| 0 | 682 | |
| 1.13 | 1 | < 0.1% |
| 1.15 | 1 | < 0.1% |
| 1.17 | 1 | < 0.1% |
| 1.23 | 1 | < 0.1% |
| 1.28 | 1 | < 0.1% |
| 1.47 | 1 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 1.59 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3564.72 | 1 | |
| 3564 | 1 | |
| 3536.64 | 1 | |
| 3515.92 | 1 | |
| 3508.82 | 1 | |
| 3501.72 | 1 | |
| 3493.44 | 1 | |
| 3492.72 | 1 | |
| 3487.68 | 1 | |
| 3482.64 | 1 |
Total_Revenue
Real number (ℝ)
High correlation
| Distinct | 6975 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3034.3791 |
| Minimum | 21.36 |
|---|---|
| Maximum | 11979.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 21.36 |
|---|---|
| 5-th percentile | 78.452 |
| Q1 | 605.61 |
| median | 2108.64 |
| Q3 | 4801.145 |
| 95-th percentile | 8747.041 |
| Maximum | 11979.34 |
| Range | 11957.98 |
| Interquartile range (IQR) | 4195.535 |
Descriptive statistics
| Standard deviation | 2865.2045 |
|---|---|
| Coefficient of variation (CV) | 0.9442474 |
| Kurtosis | -0.20345739 |
| Mean | 3034.3791 |
| Median Absolute Deviation (MAD) | 1767.61 |
| Skewness | 0.91941027 |
| Sum | 21371132 |
| Variance | 8209397.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.8 | 3 | < 0.1% |
| 116.27 | 3 | < 0.1% |
| 68.41 | 3 | < 0.1% |
| 66.56 | 3 | < 0.1% |
| 3386.4 | 2 | < 0.1% |
| 174.93 | 2 | < 0.1% |
| 608.85 | 2 | < 0.1% |
| 712.85 | 2 | < 0.1% |
| 3423.5 | 2 | < 0.1% |
| 88.75 | 2 | < 0.1% |
| Other values (6965) | 7019 |
| Value | Count | Frequency (%) |
| 21.36 | 1 | |
| 21.4 | 1 | |
| 21.61 | 1 | |
| 22.08 | 1 | |
| 22.12 | 1 | |
| 22.25 | 1 | |
| 22.28 | 1 | |
| 22.54 | 1 | |
| 23.24 | 2 | |
| 23.28 | 1 |
| Value | Count | Frequency (%) |
| 11979.34 | 1 | |
| 11868.34 | 1 | |
| 11795.78 | 1 | |
| 11688.9 | 1 | |
| 11634.53 | 1 | |
| 11596.99 | 1 | |
| 11564.37 | 1 | |
| 11529.54 | 1 | |
| 11514.81 | 1 | |
| 11501.82 | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.990487 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 3555 | |
| Female | 3488 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 3555 | |
| female | 3488 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35148 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35148 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35148 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Age
Real number (ℝ)
High correlation
| Distinct | 62 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.509726 |
| Minimum | 19 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 32 |
| median | 46 |
| Q3 | 60 |
| 95-th percentile | 75 |
| Maximum | 80 |
| Range | 61 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 16.750352 |
|---|---|
| Coefficient of variation (CV) | 0.36014729 |
| Kurtosis | -1.0028495 |
| Mean | 46.509726 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.16218645 |
| Sum | 327568 |
| Variance | 280.57428 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 42 | 156 | 2.2% |
| 47 | 153 | 2.2% |
| 40 | 150 | 2.1% |
| 44 | 148 | 2.1% |
| 23 | 146 | 2.1% |
| 56 | 144 | 2.0% |
| 62 | 143 | 2.0% |
| 35 | 142 | 2.0% |
| 21 | 140 | 2.0% |
| 33 | 139 | 2.0% |
| Other values (52) | 5582 |
| Value | Count | Frequency (%) |
| 19 | 127 | |
| 20 | 127 | |
| 21 | 140 | |
| 22 | 130 | |
| 23 | 146 | |
| 24 | 109 | |
| 25 | 138 | |
| 26 | 115 | |
| 27 | 132 | |
| 28 | 119 |
| Value | Count | Frequency (%) |
| 80 | 66 | |
| 79 | 76 | |
| 78 | 63 | |
| 77 | 72 | |
| 76 | 69 | |
| 75 | 74 | |
| 74 | 76 | |
| 73 | 85 | |
| 72 | 58 | |
| 71 | 68 |
Under_30
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5642 | |
| True | 1401 | 19.9% |
Senior_Citizen
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5901 | |
| True | 1142 | 16.2% |
Married
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3641 | |
| True | 3402 |
Number_of_Dependents
Real number (ℝ)
Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.46869232 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 5416 |
| Zeros (%) | 76.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.96280195 |
|---|---|
| Coefficient of variation (CV) | 2.0542303 |
| Kurtosis | 4.4463579 |
| Mean | 0.46869232 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.109932 |
| Sum | 3301 |
| Variance | 0.9269876 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 5416 | |
| 1 | 553 | 7.9% |
| 2 | 531 | 7.5% |
| 3 | 517 | 7.3% |
| 5 | 10 | 0.1% |
| 4 | 9 | 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5416 | |
| 1 | 553 | 7.9% |
| 2 | 531 | 7.5% |
| 3 | 517 | 7.3% |
| 4 | 9 | 0.1% |
| 5 | 10 | 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6 | 3 | < 0.1% |
| 5 | 10 | 0.1% |
| 4 | 9 | 0.1% |
| 3 | 517 | 7.3% |
| 2 | 531 | 7.5% |
| 1 | 553 | 7.9% |
| 0 | 5416 |
City
Text
| Distinct | 1106 |
|---|---|
| Distinct (%) | 15.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 455.5 KiB |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 9.2034644 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Frazier Park |
|---|---|
| 2nd row | Glendale |
| 3rd row | Costa Mesa |
| 4th row | Martinez |
| 5th row | Camarillo |
| Value | Count | Frequency (%) |
| san | 718 | 6.9% |
| los | 337 | 3.3% |
| angeles | 293 | 2.8% |
| diego | 285 | 2.8% |
| santa | 181 | 1.8% |
| valley | 171 | 1.7% |
| beach | 169 | 1.6% |
| city | 150 | 1.5% |
| sacramento | 116 | 1.1% |
| jose | 112 | 1.1% |
| Other values (1110) | 7807 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 6946 | 10.7% |
| e | 6111 | 9.4% |
| n | 5134 | 7.9% |
| o | 5074 | 7.8% |
| l | 3970 | 6.1% |
| r | 3568 | 5.5% |
| i | 3423 | 5.3% |
| 3296 | 5.1% | |
| s | 2853 | 4.4% |
| t | 2602 | 4.0% |
| Other values (42) | 21843 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 64820 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 6946 | 10.7% |
| e | 6111 | 9.4% |
| n | 5134 | 7.9% |
| o | 5074 | 7.8% |
| l | 3970 | 6.1% |
| r | 3568 | 5.5% |
| i | 3423 | 5.3% |
| 3296 | 5.1% | |
| s | 2853 | 4.4% |
| t | 2602 | 4.0% |
| Other values (42) | 21843 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 64820 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 6946 | 10.7% |
| e | 6111 | 9.4% |
| n | 5134 | 7.9% |
| o | 5074 | 7.8% |
| l | 3970 | 6.1% |
| r | 3568 | 5.5% |
| i | 3423 | 5.3% |
| 3296 | 5.1% | |
| s | 2853 | 4.4% |
| t | 2602 | 4.0% |
| Other values (42) | 21843 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 64820 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 6946 | 10.7% |
| e | 6111 | 9.4% |
| n | 5134 | 7.9% |
| o | 5074 | 7.8% |
| l | 3970 | 6.1% |
| r | 3568 | 5.5% |
| i | 3423 | 5.3% |
| 3296 | 5.1% | |
| s | 2853 | 4.4% |
| t | 2602 | 4.0% |
| Other values (42) | 21843 |
Zip_Code
Real number (ℝ)
| Distinct | 1626 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93486.071 |
| Minimum | 90001 |
|---|---|
| Maximum | 96150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 90001 |
|---|---|
| 5-th percentile | 90241.1 |
| Q1 | 92101 |
| median | 93518 |
| Q3 | 95329 |
| 95-th percentile | 96020.9 |
| Maximum | 96150 |
| Range | 6149 |
| Interquartile range (IQR) | 3228 |
Descriptive statistics
| Standard deviation | 1856.7675 |
|---|---|
| Coefficient of variation (CV) | 0.019861435 |
| Kurtosis | -1.1739154 |
| Mean | 93486.071 |
| Median Absolute Deviation (MAD) | 1605 |
| Skewness | -0.20961512 |
| Sum | 6.584224 × 108 |
| Variance | 3447585.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 92028 | 43 | 0.6% |
| 92027 | 38 | 0.5% |
| 92122 | 36 | 0.5% |
| 92117 | 34 | 0.5% |
| 92126 | 32 | 0.5% |
| 92592 | 30 | 0.4% |
| 92109 | 27 | 0.4% |
| 92130 | 22 | 0.3% |
| 92121 | 20 | 0.3% |
| 92129 | 16 | 0.2% |
| Other values (1616) | 6745 |
| Value | Count | Frequency (%) |
| 90001 | 4 | |
| 90002 | 4 | |
| 90003 | 5 | |
| 90004 | 5 | |
| 90005 | 4 | |
| 90006 | 5 | |
| 90007 | 5 | |
| 90008 | 5 | |
| 90010 | 4 | |
| 90011 | 5 |
| Value | Count | Frequency (%) |
| 96150 | 2 | |
| 96148 | 4 | |
| 96146 | 4 | |
| 96145 | 3 | |
| 96143 | 4 | |
| 96142 | 3 | |
| 96141 | 3 | |
| 96140 | 4 | |
| 96137 | 4 | |
| 96136 | 4 |
Interactions
Correlations
| Age | Avg_Monthly_GB_Download | Avg_Monthly_Long_Distance_Charges | CLTV | Churn_Category | Churn_Label | Churn_Reason | Churn_Score | Contract | Device_Protection_Plan | Gender | Internet_Service | Internet_Type | Married | Monthly_Charge | Multiple_Lines | Number_of_Dependents | Number_of_Referrals | Offer | Online_Backup | Online_Security | Paperless_Billing | Payment_Method | Phone_Service | Premium_Tech_Support | Satisfaction_Score | Senior_Citizen | Streaming_Movies | Streaming_Music | Streaming_TV | Tenure_in_Months | Total_Charges | Total_Extra_Data_Charges | Total_Long_Distance_Charges | Total_Refunds | Total_Revenue | Under_30 | Unlimited_Data | Zip_Code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.239 | -0.012 | 0.000 | 0.066 | 0.145 | 0.055 | 0.081 | 0.027 | 0.045 | 0.000 | 0.172 | 0.066 | 0.029 | 0.135 | 0.139 | -0.120 | -0.016 | 0.036 | 0.055 | 0.043 | 0.141 | 0.099 | 0.023 | 0.048 | 0.060 | 0.928 | 0.108 | 0.180 | 0.084 | 0.012 | 0.067 | 0.031 | 0.010 | 0.020 | 0.052 | 0.924 | 0.128 | -0.007 |
| Avg_Monthly_GB_Download | -0.239 | 1.000 | -0.049 | 0.023 | 0.071 | 0.148 | 0.061 | 0.063 | 0.094 | 0.293 | 0.000 | 0.739 | 0.218 | 0.071 | 0.498 | 0.161 | 0.029 | 0.037 | 0.018 | 0.297 | 0.280 | 0.223 | 0.129 | 0.127 | 0.274 | 0.096 | 0.242 | 0.310 | 0.345 | 0.303 | 0.053 | 0.295 | 0.132 | -0.026 | 0.017 | 0.217 | 0.694 | 0.555 | -0.018 |
| Avg_Monthly_Long_Distance_Charges | -0.012 | -0.049 | 1.000 | 0.024 | 0.017 | 0.010 | 0.004 | 0.021 | 0.026 | 0.043 | 0.032 | 0.111 | 0.220 | 0.000 | 0.141 | 0.207 | -0.006 | 0.008 | 0.000 | 0.035 | 0.057 | 0.000 | 0.023 | 0.718 | 0.072 | 0.016 | 0.023 | 0.000 | 0.003 | 0.014 | 0.014 | 0.059 | -0.009 | 0.651 | -0.013 | 0.209 | 0.044 | 0.082 | 0.006 |
| CLTV | 0.000 | 0.023 | 0.024 | 1.000 | 0.066 | 0.141 | 0.057 | -0.079 | 0.206 | 0.139 | 0.037 | 0.000 | 0.014 | 0.165 | 0.108 | 0.146 | 0.056 | 0.131 | 0.145 | 0.151 | 0.155 | 0.015 | 0.039 | 0.025 | 0.138 | 0.066 | 0.000 | 0.124 | 0.110 | 0.109 | 0.367 | 0.310 | 0.025 | 0.240 | 0.009 | 0.324 | 0.013 | 0.000 | -0.002 |
| Churn_Category | 0.066 | 0.071 | 0.017 | 0.066 | 1.000 | 1.000 | 0.993 | 0.332 | 0.320 | 0.073 | 0.000 | 0.237 | 0.077 | 0.150 | 0.126 | 0.045 | 0.109 | 0.139 | 0.118 | 0.085 | 0.172 | 0.193 | 0.156 | 0.008 | 0.164 | 0.446 | 0.151 | 0.056 | 0.045 | 0.065 | 0.162 | 0.093 | 0.023 | 0.108 | 0.000 | 0.108 | 0.050 | 0.172 | 0.077 |
| Churn_Label | 0.145 | 0.148 | 0.010 | 0.141 | 1.000 | 1.000 | 0.999 | 0.744 | 0.453 | 0.065 | 0.000 | 0.227 | 0.102 | 0.150 | 0.276 | 0.038 | 0.247 | 0.317 | 0.260 | 0.081 | 0.170 | 0.191 | 0.218 | 0.000 | 0.164 | 0.859 | 0.150 | 0.060 | 0.044 | 0.062 | 0.364 | 0.214 | 0.023 | 0.246 | 0.029 | 0.244 | 0.053 | 0.166 | 0.062 |
| Churn_Reason | 0.055 | 0.061 | 0.004 | 0.057 | 0.993 | 0.999 | 1.000 | 0.247 | 0.318 | 0.071 | 0.000 | 0.251 | 0.076 | 0.150 | 0.099 | 0.067 | 0.076 | 0.096 | 0.117 | 0.095 | 0.177 | 0.191 | 0.159 | 0.027 | 0.163 | 0.480 | 0.168 | 0.066 | 0.055 | 0.083 | 0.120 | 0.068 | 0.000 | 0.075 | 0.000 | 0.078 | 0.044 | 0.181 | 0.098 |
| Churn_Score | 0.081 | 0.063 | 0.021 | -0.079 | 0.332 | 0.744 | 0.247 | 1.000 | 0.238 | 0.056 | 0.000 | 0.160 | 0.064 | 0.116 | 0.130 | 0.040 | -0.180 | -0.168 | 0.087 | 0.056 | 0.126 | 0.141 | 0.105 | 0.037 | 0.131 | 0.324 | 0.116 | 0.036 | 0.006 | 0.034 | -0.240 | -0.146 | 0.031 | -0.140 | -0.019 | -0.165 | 0.041 | 0.113 | -0.021 |
| Contract | 0.027 | 0.094 | 0.026 | 0.206 | 0.320 | 0.453 | 0.318 | 0.238 | 1.000 | 0.227 | 0.000 | 0.202 | 0.028 | 0.281 | 0.228 | 0.121 | 0.125 | 0.221 | 0.339 | 0.169 | 0.236 | 0.150 | 0.117 | 0.000 | 0.273 | 0.285 | 0.029 | 0.125 | 0.088 | 0.116 | 0.497 | 0.346 | 0.041 | 0.321 | 0.039 | 0.360 | 0.000 | 0.140 | 0.024 |
| Device_Protection_Plan | 0.045 | 0.293 | 0.043 | 0.139 | 0.073 | 0.065 | 0.071 | 0.056 | 0.227 | 1.000 | 0.000 | 0.380 | 0.146 | 0.153 | 0.519 | 0.200 | 0.009 | 0.127 | 0.246 | 0.303 | 0.275 | 0.103 | 0.079 | 0.070 | 0.333 | 0.098 | 0.058 | 0.402 | 0.349 | 0.390 | 0.359 | 0.522 | 0.076 | 0.210 | 0.000 | 0.471 | 0.000 | 0.296 | 0.000 |
| Gender | 0.000 | 0.000 | 0.032 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.007 | 0.000 | 0.007 | 0.000 | 0.013 | 0.000 | 0.020 | 0.006 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 |
| Internet_Service | 0.172 | 0.739 | 0.111 | 0.000 | 0.237 | 0.227 | 0.251 | 0.160 | 0.202 | 0.380 | 0.000 | 1.000 | 0.388 | 0.000 | 0.967 | 0.210 | 0.172 | 0.042 | 0.046 | 0.381 | 0.333 | 0.320 | 0.273 | 0.171 | 0.336 | 0.269 | 0.182 | 0.418 | 0.388 | 0.415 | 0.021 | 0.428 | 0.155 | 0.045 | 0.006 | 0.310 | 0.033 | 0.755 | 0.043 |
| Internet_Type | 0.066 | 0.218 | 0.220 | 0.014 | 0.077 | 0.102 | 0.076 | 0.064 | 0.028 | 0.146 | 0.007 | 0.388 | 1.000 | 0.000 | 0.563 | 0.191 | 0.000 | 0.028 | 0.000 | 0.155 | 0.313 | 0.056 | 0.049 | 0.444 | 0.306 | 0.081 | 0.096 | 0.028 | 0.079 | 0.023 | 0.000 | 0.152 | 0.044 | 0.109 | 0.000 | 0.092 | 0.031 | 0.289 | 0.000 |
| Married | 0.029 | 0.071 | 0.000 | 0.165 | 0.150 | 0.150 | 0.150 | 0.116 | 0.281 | 0.153 | 0.000 | 0.000 | 0.000 | 1.000 | 0.156 | 0.141 | 0.362 | 0.682 | 0.256 | 0.141 | 0.142 | 0.008 | 0.062 | 0.012 | 0.119 | 0.121 | 0.011 | 0.117 | 0.088 | 0.124 | 0.378 | 0.324 | 0.000 | 0.269 | 0.031 | 0.333 | 0.009 | 0.014 | 0.027 |
| Monthly_Charge | 0.135 | 0.498 | 0.141 | 0.108 | 0.126 | 0.276 | 0.099 | 0.130 | 0.228 | 0.519 | 0.007 | 0.967 | 0.563 | 0.156 | 1.000 | 0.526 | -0.133 | 0.080 | 0.125 | 0.488 | 0.425 | 0.360 | 0.221 | 0.664 | 0.445 | 0.150 | 0.234 | 0.665 | 0.553 | 0.668 | 0.276 | 0.638 | 0.123 | 0.317 | 0.037 | 0.569 | 0.060 | 0.729 | -0.012 |
| Multiple_Lines | 0.139 | 0.161 | 0.207 | 0.146 | 0.045 | 0.038 | 0.067 | 0.040 | 0.121 | 0.200 | 0.000 | 0.210 | 0.191 | 0.141 | 0.526 | 1.000 | 0.012 | 0.075 | 0.237 | 0.202 | 0.097 | 0.163 | 0.152 | 0.279 | 0.100 | 0.055 | 0.142 | 0.258 | 0.193 | 0.257 | 0.333 | 0.469 | 0.061 | 0.333 | 0.046 | 0.461 | 0.033 | 0.159 | 0.031 |
| Number_of_Dependents | -0.120 | 0.029 | -0.006 | 0.056 | 0.109 | 0.247 | 0.076 | -0.180 | 0.125 | 0.009 | 0.013 | 0.172 | 0.000 | 0.362 | -0.133 | 0.012 | 1.000 | 0.356 | 0.042 | 0.000 | 0.045 | 0.121 | 0.068 | 0.029 | 0.021 | 0.101 | 0.173 | 0.070 | 0.031 | 0.054 | 0.135 | 0.042 | -0.031 | 0.091 | 0.018 | 0.065 | 0.043 | 0.128 | 0.017 |
| Number_of_Referrals | -0.016 | 0.037 | 0.008 | 0.131 | 0.139 | 0.317 | 0.096 | -0.168 | 0.221 | 0.127 | 0.000 | 0.042 | 0.028 | 0.682 | 0.080 | 0.075 | 0.356 | 1.000 | 0.106 | 0.113 | 0.146 | 0.053 | 0.054 | 0.000 | 0.120 | 0.130 | 0.020 | 0.056 | 0.053 | 0.071 | 0.383 | 0.327 | -0.025 | 0.257 | 0.037 | 0.339 | 0.008 | 0.000 | 0.006 |
| Offer | 0.036 | 0.018 | 0.000 | 0.145 | 0.118 | 0.260 | 0.117 | 0.087 | 0.339 | 0.246 | 0.020 | 0.046 | 0.000 | 0.256 | 0.125 | 0.237 | 0.042 | 0.106 | 1.000 | 0.250 | 0.234 | 0.000 | 0.068 | 0.010 | 0.224 | 0.108 | 0.065 | 0.191 | 0.161 | 0.191 | 0.562 | 0.347 | 0.029 | 0.258 | 0.016 | 0.348 | 0.000 | 0.032 | 0.051 |
| Online_Backup | 0.055 | 0.297 | 0.035 | 0.151 | 0.085 | 0.081 | 0.095 | 0.056 | 0.169 | 0.303 | 0.006 | 0.381 | 0.155 | 0.141 | 0.488 | 0.202 | 0.000 | 0.113 | 0.250 | 1.000 | 0.283 | 0.126 | 0.095 | 0.050 | 0.294 | 0.110 | 0.065 | 0.274 | 0.245 | 0.282 | 0.358 | 0.509 | 0.100 | 0.243 | 0.000 | 0.472 | 0.000 | 0.283 | 0.022 |
| Online_Security | 0.043 | 0.280 | 0.057 | 0.155 | 0.172 | 0.170 | 0.177 | 0.126 | 0.236 | 0.275 | 0.012 | 0.333 | 0.313 | 0.142 | 0.425 | 0.097 | 0.045 | 0.146 | 0.234 | 0.283 | 1.000 | 0.000 | 0.044 | 0.092 | 0.354 | 0.321 | 0.036 | 0.187 | 0.195 | 0.175 | 0.326 | 0.420 | 0.057 | 0.198 | 0.031 | 0.383 | 0.029 | 0.264 | 0.012 |
| Paperless_Billing | 0.141 | 0.223 | 0.000 | 0.015 | 0.193 | 0.191 | 0.191 | 0.141 | 0.150 | 0.103 | 0.000 | 0.320 | 0.056 | 0.008 | 0.360 | 0.163 | 0.121 | 0.053 | 0.000 | 0.126 | 0.000 | 1.000 | 0.185 | 0.011 | 0.036 | 0.165 | 0.156 | 0.211 | 0.166 | 0.223 | 0.000 | 0.158 | 0.043 | 0.019 | 0.000 | 0.133 | 0.037 | 0.245 | 0.004 |
| Payment_Method | 0.099 | 0.129 | 0.023 | 0.039 | 0.156 | 0.218 | 0.159 | 0.105 | 0.117 | 0.079 | 0.000 | 0.273 | 0.049 | 0.062 | 0.221 | 0.152 | 0.068 | 0.054 | 0.068 | 0.095 | 0.044 | 0.185 | 1.000 | 0.024 | 0.049 | 0.135 | 0.149 | 0.178 | 0.134 | 0.181 | 0.095 | 0.116 | 0.032 | 0.072 | 0.014 | 0.102 | 0.042 | 0.197 | 0.049 |
| Phone_Service | 0.023 | 0.127 | 0.718 | 0.025 | 0.008 | 0.000 | 0.027 | 0.037 | 0.000 | 0.070 | 0.000 | 0.171 | 0.444 | 0.012 | 0.664 | 0.279 | 0.029 | 0.000 | 0.010 | 0.050 | 0.092 | 0.011 | 0.024 | 1.000 | 0.095 | 0.041 | 0.000 | 0.030 | 0.037 | 0.019 | 0.000 | 0.151 | 0.035 | 0.341 | 0.000 | 0.185 | 0.000 | 0.121 | 0.027 |
| Premium_Tech_Support | 0.048 | 0.274 | 0.072 | 0.138 | 0.164 | 0.164 | 0.163 | 0.131 | 0.273 | 0.333 | 0.000 | 0.336 | 0.306 | 0.119 | 0.445 | 0.100 | 0.021 | 0.120 | 0.224 | 0.294 | 0.354 | 0.036 | 0.049 | 0.095 | 1.000 | 0.173 | 0.059 | 0.279 | 0.276 | 0.278 | 0.325 | 0.437 | 0.095 | 0.188 | 0.030 | 0.394 | 0.017 | 0.251 | 0.010 |
| Satisfaction_Score | 0.060 | 0.096 | 0.016 | 0.066 | 0.446 | 0.859 | 0.480 | 0.324 | 0.285 | 0.098 | 0.000 | 0.269 | 0.081 | 0.121 | 0.150 | 0.055 | 0.101 | 0.130 | 0.108 | 0.110 | 0.321 | 0.165 | 0.135 | 0.041 | 0.173 | 1.000 | 0.125 | 0.091 | 0.081 | 0.089 | 0.157 | 0.105 | 0.000 | 0.104 | 0.000 | 0.114 | 0.054 | 0.215 | 0.014 |
| Senior_Citizen | 0.928 | 0.242 | 0.023 | 0.000 | 0.151 | 0.150 | 0.168 | 0.116 | 0.029 | 0.058 | 0.000 | 0.182 | 0.096 | 0.011 | 0.234 | 0.142 | 0.173 | 0.020 | 0.065 | 0.065 | 0.036 | 0.156 | 0.149 | 0.000 | 0.059 | 0.125 | 1.000 | 0.119 | 0.147 | 0.104 | 0.023 | 0.114 | 0.057 | 0.022 | 0.012 | 0.085 | 0.218 | 0.139 | 0.000 |
| Streaming_Movies | 0.108 | 0.310 | 0.000 | 0.124 | 0.056 | 0.060 | 0.066 | 0.036 | 0.125 | 0.402 | 0.000 | 0.418 | 0.028 | 0.117 | 0.665 | 0.258 | 0.070 | 0.056 | 0.191 | 0.274 | 0.187 | 0.211 | 0.178 | 0.030 | 0.279 | 0.091 | 0.119 | 1.000 | 0.848 | 0.533 | 0.283 | 0.518 | 0.094 | 0.187 | 0.000 | 0.463 | 0.000 | 0.318 | 0.000 |
| Streaming_Music | 0.180 | 0.345 | 0.003 | 0.110 | 0.045 | 0.044 | 0.055 | 0.006 | 0.088 | 0.349 | 0.000 | 0.388 | 0.079 | 0.088 | 0.553 | 0.193 | 0.031 | 0.053 | 0.161 | 0.245 | 0.195 | 0.166 | 0.134 | 0.037 | 0.276 | 0.081 | 0.147 | 0.848 | 1.000 | 0.455 | 0.234 | 0.440 | 0.077 | 0.149 | 0.000 | 0.392 | 0.123 | 0.296 | 0.014 |
| Streaming_TV | 0.084 | 0.303 | 0.014 | 0.109 | 0.065 | 0.062 | 0.083 | 0.034 | 0.116 | 0.390 | 0.000 | 0.415 | 0.023 | 0.124 | 0.668 | 0.257 | 0.054 | 0.071 | 0.191 | 0.282 | 0.175 | 0.223 | 0.181 | 0.019 | 0.278 | 0.089 | 0.104 | 0.533 | 0.455 | 1.000 | 0.277 | 0.512 | 0.071 | 0.184 | 0.000 | 0.459 | 0.011 | 0.323 | 0.000 |
| Tenure_in_Months | 0.012 | 0.053 | 0.014 | 0.367 | 0.162 | 0.364 | 0.120 | -0.240 | 0.497 | 0.359 | 0.000 | 0.021 | 0.000 | 0.378 | 0.276 | 0.333 | 0.135 | 0.383 | 0.562 | 0.358 | 0.326 | 0.000 | 0.095 | 0.000 | 0.325 | 0.157 | 0.023 | 0.283 | 0.234 | 0.277 | 1.000 | 0.889 | 0.019 | 0.663 | 0.084 | 0.913 | 0.000 | 0.006 | 0.010 |
| Total_Charges | 0.067 | 0.295 | 0.059 | 0.310 | 0.093 | 0.214 | 0.068 | -0.146 | 0.346 | 0.522 | 0.000 | 0.428 | 0.152 | 0.324 | 0.638 | 0.469 | 0.042 | 0.327 | 0.347 | 0.509 | 0.420 | 0.158 | 0.116 | 0.151 | 0.437 | 0.105 | 0.114 | 0.518 | 0.440 | 0.512 | 0.889 | 1.000 | 0.078 | 0.650 | 0.087 | 0.978 | 0.014 | 0.328 | 0.003 |
| Total_Extra_Data_Charges | 0.031 | 0.132 | -0.009 | 0.025 | 0.023 | 0.023 | 0.000 | 0.031 | 0.041 | 0.076 | 0.000 | 0.155 | 0.044 | 0.000 | 0.123 | 0.061 | -0.031 | -0.025 | 0.029 | 0.100 | 0.057 | 0.043 | 0.032 | 0.035 | 0.095 | 0.000 | 0.057 | 0.094 | 0.077 | 0.071 | 0.019 | 0.078 | 1.000 | -0.004 | 0.009 | 0.067 | 0.017 | 0.433 | -0.002 |
| Total_Long_Distance_Charges | 0.010 | -0.026 | 0.651 | 0.240 | 0.108 | 0.246 | 0.075 | -0.140 | 0.321 | 0.210 | 0.027 | 0.045 | 0.109 | 0.269 | 0.317 | 0.333 | 0.091 | 0.257 | 0.258 | 0.243 | 0.198 | 0.019 | 0.072 | 0.341 | 0.188 | 0.104 | 0.022 | 0.187 | 0.149 | 0.184 | 0.663 | 0.650 | -0.004 | 1.000 | 0.061 | 0.778 | 0.011 | 0.029 | 0.010 |
| Total_Refunds | 0.020 | 0.017 | -0.013 | 0.009 | 0.000 | 0.029 | 0.000 | -0.019 | 0.039 | 0.000 | 0.000 | 0.006 | 0.000 | 0.031 | 0.037 | 0.046 | 0.018 | 0.037 | 0.016 | 0.000 | 0.031 | 0.000 | 0.014 | 0.000 | 0.030 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.084 | 0.087 | 0.009 | 0.061 | 1.000 | 0.082 | 0.000 | 0.024 | -0.004 |
| Total_Revenue | 0.052 | 0.217 | 0.209 | 0.324 | 0.108 | 0.244 | 0.078 | -0.165 | 0.360 | 0.471 | 0.000 | 0.310 | 0.092 | 0.333 | 0.569 | 0.461 | 0.065 | 0.339 | 0.348 | 0.472 | 0.383 | 0.133 | 0.102 | 0.185 | 0.394 | 0.114 | 0.085 | 0.463 | 0.392 | 0.459 | 0.913 | 0.978 | 0.067 | 0.778 | 0.082 | 1.000 | 0.000 | 0.235 | 0.007 |
| Under_30 | 0.924 | 0.694 | 0.044 | 0.013 | 0.050 | 0.053 | 0.044 | 0.041 | 0.000 | 0.000 | 0.000 | 0.033 | 0.031 | 0.009 | 0.060 | 0.033 | 0.043 | 0.008 | 0.000 | 0.000 | 0.029 | 0.037 | 0.042 | 0.000 | 0.017 | 0.054 | 0.218 | 0.000 | 0.123 | 0.011 | 0.000 | 0.014 | 0.017 | 0.011 | 0.000 | 0.000 | 1.000 | 0.029 | 0.000 |
| Unlimited_Data | 0.128 | 0.555 | 0.082 | 0.000 | 0.172 | 0.166 | 0.181 | 0.113 | 0.140 | 0.296 | 0.000 | 0.755 | 0.289 | 0.014 | 0.729 | 0.159 | 0.128 | 0.000 | 0.032 | 0.283 | 0.264 | 0.245 | 0.197 | 0.121 | 0.251 | 0.215 | 0.139 | 0.318 | 0.296 | 0.323 | 0.006 | 0.328 | 0.433 | 0.029 | 0.024 | 0.235 | 0.029 | 1.000 | 0.021 |
| Zip_Code | -0.007 | -0.018 | 0.006 | -0.002 | 0.077 | 0.062 | 0.098 | -0.021 | 0.024 | 0.000 | 0.014 | 0.043 | 0.000 | 0.027 | -0.012 | 0.031 | 0.017 | 0.006 | 0.051 | 0.022 | 0.012 | 0.004 | 0.049 | 0.027 | 0.010 | 0.014 | 0.000 | 0.000 | 0.014 | 0.000 | 0.010 | 0.003 | -0.002 | 0.010 | -0.004 | 0.007 | 0.000 | 0.021 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Satisfaction_Score | Churn_Label | Churn_Score | CLTV | Churn_Category | Churn_Reason | Number_of_Referrals | Tenure_in_Months | Offer | Phone_Service | Avg_Monthly_Long_Distance_Charges | Multiple_Lines | Internet_Service | Internet_Type | Avg_Monthly_GB_Download | Online_Security | Online_Backup | Device_Protection_Plan | Premium_Tech_Support | Streaming_TV | Streaming_Movies | Streaming_Music | Unlimited_Data | Contract | Paperless_Billing | Payment_Method | Monthly_Charge | Total_Charges | Total_Refunds | Total_Extra_Data_Charges | Total_Long_Distance_Charges | Total_Revenue | Gender | Age | Under_30 | Senior_Citizen | Married | Number_of_Dependents | City | Zip_Code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3 | No | 65 | 2205.0 | Not Churned | Not Churned | 2 | 9 | No Offer | True | 42.39 | False | True | Cable | 16.0 | False | True | False | True | True | False | False | True | One Year | True | Credit Card | 65.60 | 593.30 | 0.00 | 0.0 | 381.51 | 974.81 | Female | 37 | False | False | True | 0 | Frazier Park | 93225 |
| 1 | 5 | No | 66 | 5414.0 | Not Churned | Not Churned | 0 | 9 | No Offer | True | 10.69 | True | True | Cable | 10.0 | False | False | False | False | False | True | True | False | Month-to-Month | False | Credit Card | 59.90 | 542.40 | 38.33 | 10.0 | 96.21 | 610.28 | Male | 46 | False | False | False | 0 | Glendale | 91206 |
| 2 | 1 | Yes | 71 | 4479.0 | Competitor | Competitor had better devices | 0 | 4 | Offer E | True | 33.65 | False | True | Fiber Optic | 30.0 | False | False | True | False | False | False | False | True | Month-to-Month | True | Bank Withdrawal | 73.90 | 280.85 | 0.00 | 0.0 | 134.60 | 415.45 | Male | 50 | False | False | False | 0 | Costa Mesa | 92627 |
| 3 | 1 | Yes | 91 | 3714.0 | Dissatisfaction | Product dissatisfaction | 1 | 13 | Offer D | True | 27.82 | False | True | Fiber Optic | 4.0 | False | True | True | False | True | True | False | True | Month-to-Month | True | Bank Withdrawal | 98.00 | 1237.85 | 0.00 | 0.0 | 361.66 | 1599.51 | Male | 78 | False | True | True | 0 | Martinez | 94553 |
| 4 | 1 | Yes | 68 | 3464.0 | Dissatisfaction | Network reliability | 3 | 3 | No Offer | True | 7.38 | False | True | Fiber Optic | 11.0 | False | False | False | True | True | False | False | True | Month-to-Month | True | Credit Card | 83.90 | 267.40 | 0.00 | 0.0 | 22.14 | 289.54 | Female | 75 | False | True | True | 0 | Camarillo | 93010 |
| 5 | 3 | No | 55 | 5108.0 | Not Churned | Not Churned | 0 | 9 | Offer E | True | 16.77 | False | True | Cable | 73.0 | False | False | False | True | True | True | True | True | Month-to-Month | True | Credit Card | 69.40 | 571.45 | 0.00 | 0.0 | 150.93 | 722.38 | Female | 23 | True | False | False | 3 | Midpines | 95345 |
| 6 | 3 | No | 26 | 5011.0 | Not Churned | Not Churned | 1 | 71 | Offer A | True | 9.96 | False | True | Fiber Optic | 14.0 | True | True | True | True | True | True | True | True | Two Year | True | Bank Withdrawal | 109.70 | 7904.25 | 0.00 | 0.0 | 707.16 | 8611.41 | Female | 67 | False | True | True | 0 | Lompoc | 93437 |
| 7 | 4 | No | 49 | 4604.0 | Not Churned | Not Churned | 8 | 63 | Offer B | True | 12.96 | True | True | Fiber Optic | 7.0 | True | False | False | True | False | False | False | False | Two Year | True | Credit Card | 84.65 | 5377.80 | 0.00 | 20.0 | 816.48 | 6214.28 | Male | 52 | False | False | True | 0 | Napa | 94558 |
| 8 | 3 | No | 34 | 5525.0 | Not Churned | Not Churned | 0 | 7 | Offer E | True | 10.53 | False | True | DSL | 21.0 | True | False | False | False | False | False | False | True | Two Year | True | Bank Withdrawal | 48.20 | 340.35 | 0.00 | 0.0 | 73.71 | 414.06 | Female | 68 | False | True | False | 0 | Simi Valley | 93063 |
| 9 | 3 | No | 25 | 5509.0 | Not Churned | Not Churned | 3 | 65 | No Offer | True | 28.46 | True | True | Cable | 14.0 | True | True | True | True | True | True | True | True | Two Year | True | Credit Card | 90.45 | 5957.90 | 0.00 | 0.0 | 1849.90 | 7807.80 | Female | 43 | False | False | True | 1 | Sheridan | 95681 |
| Satisfaction_Score | Churn_Label | Churn_Score | CLTV | Churn_Category | Churn_Reason | Number_of_Referrals | Tenure_in_Months | Offer | Phone_Service | Avg_Monthly_Long_Distance_Charges | Multiple_Lines | Internet_Service | Internet_Type | Avg_Monthly_GB_Download | Online_Security | Online_Backup | Device_Protection_Plan | Premium_Tech_Support | Streaming_TV | Streaming_Movies | Streaming_Music | Unlimited_Data | Contract | Paperless_Billing | Payment_Method | Monthly_Charge | Total_Charges | Total_Refunds | Total_Extra_Data_Charges | Total_Long_Distance_Charges | Total_Revenue | Gender | Age | Under_30 | Senior_Citizen | Married | Number_of_Dependents | City | Zip_Code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7033 | 4 | No | 69 | 4480.0 | Not Churned | Not Churned | 0 | 1 | Offer E | True | 49.51 | False | False | Fiber Optic | 0.0 | False | False | False | False | False | False | False | False | Month-to-Month | False | Credit Card | 18.90 | 18.90 | 0.0 | 0.0 | 49.51 | 68.41 | Male | 24 | True | False | False | 0 | Sierraville | 96126 |
| 7034 | 3 | No | 68 | 3384.0 | Not Churned | Not Churned | 1 | 47 | No Offer | True | 42.29 | False | True | Fiber Optic | 22.0 | False | True | False | False | True | False | False | False | One Year | True | Bank Withdrawal | 84.95 | 4018.05 | 0.0 | 80.0 | 1987.63 | 6085.68 | Male | 72 | False | True | True | 1 | Bakersfield | 93301 |
| 7035 | 3 | No | 38 | 5545.0 | Not Churned | Not Churned | 0 | 7 | Offer E | True | 36.49 | False | True | Fiber Optic | 42.0 | False | True | False | False | True | True | True | True | One Year | True | Credit Card | 94.05 | 633.45 | 0.0 | 0.0 | 255.43 | 888.88 | Female | 20 | True | False | False | 0 | Los Angeles | 90022 |
| 7036 | 1 | Yes | 90 | 5773.0 | Competitor | Competitor had better devices | 0 | 1 | Offer E | True | 42.09 | False | True | Fiber Optic | 9.0 | False | False | False | False | False | False | False | True | Month-to-Month | True | Credit Card | 70.15 | 70.15 | 0.0 | 0.0 | 42.09 | 112.24 | Female | 53 | False | False | False | 0 | Hume | 93628 |
| 7037 | 1 | Yes | 85 | 5822.0 | Competitor | Competitor made better offer | 0 | 4 | No Offer | True | 2.01 | False | False | Fiber Optic | 0.0 | False | False | False | False | False | False | False | False | Month-to-Month | False | Bank Withdrawal | 20.95 | 85.50 | 0.0 | 0.0 | 8.04 | 93.54 | Female | 36 | False | False | False | 0 | Fallbrook | 92028 |
| 7038 | 4 | No | 59 | 3161.0 | Not Churned | Not Churned | 0 | 13 | Offer D | True | 46.68 | False | True | DSL | 59.0 | True | False | False | True | False | False | True | True | One Year | False | Credit Card | 55.15 | 742.90 | 0.0 | 0.0 | 606.84 | 1349.74 | Female | 20 | True | False | False | 0 | La Mesa | 91941 |
| 7039 | 1 | Yes | 68 | 5248.0 | Dissatisfaction | Product dissatisfaction | 1 | 22 | Offer D | True | 16.20 | True | True | Fiber Optic | 17.0 | False | False | False | False | False | True | True | True | Month-to-Month | True | Bank Withdrawal | 85.10 | 1873.70 | 0.0 | 0.0 | 356.40 | 2230.10 | Male | 40 | False | False | True | 0 | Riverbank | 95367 |
| 7040 | 5 | No | 33 | 5870.0 | Not Churned | Not Churned | 0 | 2 | Offer E | True | 18.62 | False | True | DSL | 51.0 | False | True | False | False | False | False | False | True | Month-to-Month | True | Credit Card | 50.30 | 92.75 | 0.0 | 0.0 | 37.24 | 129.99 | Male | 22 | True | False | False | 0 | Elk | 95432 |
| 7041 | 3 | No | 59 | 4792.0 | Not Churned | Not Churned | 5 | 67 | Offer A | True | 2.12 | False | True | Cable | 58.0 | True | False | True | True | False | True | True | True | Two Year | False | Credit Card | 67.85 | 4627.65 | 0.0 | 0.0 | 142.04 | 4769.69 | Male | 21 | True | False | True | 0 | Solana Beach | 92075 |
| 7042 | 3 | No | 20 | 5639.0 | Not Churned | Not Churned | 1 | 63 | No Offer | False | 0.00 | False | True | Cable | 5.0 | True | True | True | False | True | True | True | True | Two Year | False | Bank Withdrawal | 59.00 | 3707.60 | 0.0 | 0.0 | 0.00 | 3707.60 | Male | 36 | False | False | True | 0 | Sierra City | 96125 |